A Gentle Introduction to Multi-Head Attention and Grouped-Query Attention 1 min read Artificial Intelligence A Gentle Introduction to Multi-Head Attention and Grouped-Query Attention Max Headroom 2025.06.20 29 This post is divided into three parts; they are: • Why Attention is Needed • The Attention...Read More
Beyond GridSearchCV: Advanced Hyperparameter Tuning Strategies for Scikit-learn Models 1 min read Artificial Intelligence Beyond GridSearchCV: Advanced Hyperparameter Tuning Strategies for Scikit-learn Models Max Headroom 2025.06.20 25 Ever felt like trying to find a needle in a haystack? That’s part of the process of...Read More
Unlocking Performance: Accelerating Pandas Operations with Polars 1 min read Artificial Intelligence Unlocking Performance: Accelerating Pandas Operations with Polars Max Headroom 2025.06.19 32 Read MoreRead More
10 Must-Know Python Libraries for MLOps in 2025 1 min read Artificial Intelligence 10 Must-Know Python Libraries for MLOps in 2025 Max Headroom 2025.06.19 32 MLOps, or machine learning operations, is all about managing the end-to-end process of building, training, deploying, and...Read More
How to Combine Scikit-learn, CatBoost, and SHAP for Explainable Tree Models 1 min read Artificial Intelligence How to Combine Scikit-learn, CatBoost, and SHAP for Explainable Tree Models Max Headroom 2025.06.17 42 Machine learning workflows often involve a delicate balance: you want models that perform exceptionally well, but you...Read More
Interpolation in Positional Encodings and Using YaRN for Larger Context Window 1 min read Artificial Intelligence Interpolation in Positional Encodings and Using YaRN for Larger Context Window Max Headroom 2025.06.17 32 This post is divided into three parts; they are: • Interpolation and Extrapolation in Sinusoidal Encodings and...Read More
Word Embeddings in Language Models 1 min read Artificial Intelligence Word Embeddings in Language Models Max Headroom 2025.06.03 45 This post is divided into three parts; they are: • Understanding Word Embeddings • Using Pretrained Word...Read More
10 Python One-Liners That Will Simplify Feature Engineering 1 min read Artificial Intelligence 10 Python One-Liners That Will Simplify Feature Engineering Max Headroom 2025.06.03 42 Feature engineering is a key process in most data analysis workflows, especially when constructing machine learning models....Read More
LLM Zero-to-Hero with Ollama 16 min read Artificial Intelligence LLM Zero-to-Hero with Ollama Max Headroom 2025.05.28 55 AI Generated Image Setup your own private Generative AI environment using Ollama Introduction Over the past two years,...Read More
Large Scale Batch Processing with Ollama 11 min read Artificial Intelligence Featured Large Scale Batch Processing with Ollama Max Headroom 2025.05.28 70 Creating a self-hosted batch prompt processing cluster using Ollama Introduction In a previous article I covered the basics...Read More